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Table 3 Summary of model fit indices of successive latent class models (N = 10,853)

From: The whole is greater than the sum of its parts: profiles of multiple mental health risk factors using Latent class analysis

Model

AIC

BIC

aBIC

Entropy

LMRT p value

BLRT p value

Two-class

235,638.280

236,053.935

235,872.797

0.618

0.000

0.000

Three-class

232,624.262

233,251.391

232,978.094

0.704

0.000

0.000

Four-class

231,236.097

232,074.700

231,709.245

0.750

0.000

0.000

Five-class

230,389.630

231,439.706

230,982.093

0.763

0.000

0.000

Six-classa

229,846.766

231,108.316

230,558.545

0.725

0.000

0.000

Seven-classa

229,480.724

230,953.747

230,311.818

0.667

0.000

0.000

  1. AIC Akaike information criteria, BIC Bayesian information criteria, aBIC adjusted BIC; LMR LTR p value Lo-Mendell-Rubin likelihood ratio test p value, BLRT LRT p Bootstrapped Likelihood ratio test p value
  2. Best-fitting model is indicated in bold
  3. aLatent class solution not well identified